Overview

Dataset statistics

Number of variables18
Number of observations1628
Missing cells0
Missing cells (%)0.0%
Duplicate rows628
Duplicate rows (%)38.6%
Total size in memory1.0 MiB
Average record size in memory667.1 B

Variable types

NUM9
CAT7
BOOL2

Reproduction

Analysis started2020-06-13 17:15:48.054985
Analysis finished2020-06-13 17:16:25.617128
Duration37.56 seconds
Versionpandas-profiling v2.7.1
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
Dataset has 628 (38.6%) duplicate rows Duplicates
PropCurrMgrCompYears has 414 (25.4%) zeros Zeros
PropCurrRoleCompYears has 361 (22.2%) zeros Zeros

Variables

Attrition
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
0
843
1
785
ValueCountFrequency (%) 
0 843 51.8%
 
1 785 48.2%
 

BusinessTravel
Categorical

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Travel_Rarely
1105
Travel_Frequently
403
Non-Travel
 
120
ValueCountFrequency (%) 
Travel_Rarely 1105 67.9%
 
Travel_Frequently 403 24.8%
 
Non-Travel 120 7.4%
 

Length

Max length17
Mean length13.76904177
Min length10
ValueCountFrequency (%) 
Lowercase_Letter 11 64.7%
 
Uppercase_Letter 4 23.5%
 
Dash_Punctuation 1 5.9%
 
Connector_Punctuation 1 5.9%
 
ValueCountFrequency (%) 
Latin 15 88.2%
 
Common 2 11.8%
 
ValueCountFrequency (%) 
ASCII 17 100.0%
 

DistanceFromHome
Real number (ℝ≥0)

Distinct count29
Unique (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.735257985257986
Minimum1
Maximum29
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median8
Q315
95-th percentile26
Maximum29
Range28
Interquartile range (IQR)13

Descriptive statistics

Standard deviation8.306546029
Coefficient of variation (CV)0.8532435445
Kurtosis-0.4260285132
Mean9.735257985
Median Absolute Deviation (MAD)6
Skewness0.8685624445
Sum15849
Variance68.99870694
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 214 13.1%
 
2 211 13.0%
 
9 129 7.9%
 
10 90 5.5%
 
3 84 5.2%
 
7 82 5.0%
 
4 77 4.7%
 
5 76 4.7%
 
8 76 4.7%
 
6 56 3.4%
 
Other values (19) 533 32.7%
 
ValueCountFrequency (%) 
1 214 13.1%
 
2 211 13.0%
 
3 84 5.2%
 
4 77 4.7%
 
5 76 4.7%
 
ValueCountFrequency (%) 
29 41 2.5%
 
28 25 1.5%
 
27 13 0.8%
 
26 26 1.6%
 
25 33 2.0%
 

EducationField
Categorical

Distinct count6
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Life Sciences
623
Medical
521
Marketing
197
Technical Degree
162
Other
 
85
ValueCountFrequency (%) 
Life Sciences 623 38.3%
 
Medical 521 32.0%
 
Marketing 197 12.1%
 
Technical Degree 162 10.0%
 
Other 85 5.2%
 
Human Resources 40 2.5%
 

Length

Max length16
Mean length10.52579853
Min length5
ValueCountFrequency (%) 
Lowercase_Letter 17 65.4%
 
Uppercase_Letter 8 30.8%
 
Space_Separator 1 3.8%
 
ValueCountFrequency (%) 
Latin 25 96.2%
 
Common 1 3.8%
 
ValueCountFrequency (%) 
ASCII 26 100.0%
 

EmployeeNumber
Real number (ℝ≥0)

Distinct count1000
Unique (%)61.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1000.9858722358722
Minimum1
Maximum2068
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile90.35
Q1509.25
median977
Q31494
95-th percentile1953.95
Maximum2068
Range2067
Interquartile range (IQR)984.75

Descriptive statistics

Standard deviation585.4176938
Coefficient of variation (CV)0.5848411152
Kurtosis-1.136645074
Mean1000.985872
Median Absolute Deviation (MAD)491
Skewness0.08723216791
Sum1629605
Variance342713.8763
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 5 0.3%
 
514 5 0.3%
 
1486 5 0.3%
 
478 5 0.3%
 
485 5 0.3%
 
1467 5 0.3%
 
1457 5 0.3%
 
488 5 0.3%
 
492 5 0.3%
 
494 5 0.3%
 
Other values (990) 1578 96.9%
 
ValueCountFrequency (%) 
1 5 0.3%
 
2 1 0.1%
 
4 5 0.3%
 
5 1 0.1%
 
8 1 0.1%
 
ValueCountFrequency (%) 
2068 1 0.1%
 
2062 1 0.1%
 
2061 1 0.1%
 
2060 1 0.1%
 
2057 1 0.1%
 
Distinct count4
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
3
480
4
472
1
372
2
304
ValueCountFrequency (%) 
3 480 29.5%
 
4 472 29.0%
 
1 372 22.9%
 
2 304 18.7%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 4 100.0%
 
ValueCountFrequency (%) 
Common 4 100.0%
 
ValueCountFrequency (%) 
ASCII 4 100.0%
 

JobRole
Categorical

Distinct count9
Unique (%)0.6%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Sales Executive
365
Research Scientist
341
Laboratory Technician
310
Sales Representative
172
Manufacturing Director
121
Other values (4)
319
ValueCountFrequency (%) 
Sales Executive 365 22.4%
 
Research Scientist 341 20.9%
 
Laboratory Technician 310 19.0%
 
Sales Representative 172 10.6%
 
Manufacturing Director 121 7.4%
 
Healthcare Representative 110 6.8%
 
Manager 90 5.5%
 
Human Resources 72 4.4%
 
Research Director 47 2.9%
 

Length

Max length25
Mean length18.11056511
Min length7
ValueCountFrequency (%) 
Lowercase_Letter 20 69.0%
 
Uppercase_Letter 8 27.6%
 
Space_Separator 1 3.4%
 
ValueCountFrequency (%) 
Latin 28 96.6%
 
Common 1 3.4%
 
ValueCountFrequency (%) 
ASCII 29 100.0%
 

JobSatisfaction
Categorical

Distinct count4
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
3
529
4
434
1
356
2
309
ValueCountFrequency (%) 
3 529 32.5%
 
4 434 26.7%
 
1 356 21.9%
 
2 309 19.0%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 4 100.0%
 
ValueCountFrequency (%) 
Common 4 100.0%
 
ValueCountFrequency (%) 
ASCII 4 100.0%
 

MaritalStatus
Categorical

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Married
681
Single
630
Divorced
317
ValueCountFrequency (%) 
Married 681 41.8%
 
Single 630 38.7%
 
Divorced 317 19.5%
 

Length

Max length8
Mean length6.807739558
Min length6
ValueCountFrequency (%) 
Lowercase_Letter 11 78.6%
 
Uppercase_Letter 3 21.4%
 
ValueCountFrequency (%) 
Latin 14 100.0%
 
ValueCountFrequency (%) 
ASCII 14 100.0%
 

OverTime
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
No
1000
Yes
628
ValueCountFrequency (%) 
No 1000 61.4%
 
Yes 628 38.6%
 

PercentSalaryHike
Real number (ℝ≥0)

Distinct count15
Unique (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.207616707616708
Minimum11
Maximum25
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum11
5-th percentile11
Q112
median14
Q318
95-th percentile22
Maximum25
Range14
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.686703092
Coefficient of variation (CV)0.2424247772
Kurtosis-0.2771366513
Mean15.20761671
Median Absolute Deviation (MAD)2
Skewness0.8311232246
Sum24758
Variance13.59177969
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
11 243 14.9%
 
12 222 13.6%
 
13 219 13.5%
 
14 199 12.2%
 
15 128 7.9%
 
16 103 6.3%
 
17 100 6.1%
 
18 93 5.7%
 
22 68 4.2%
 
19 68 4.2%
 
Other values (5) 185 11.4%
 
ValueCountFrequency (%) 
11 243 14.9%
 
12 222 13.6%
 
13 219 13.5%
 
14 199 12.2%
 
15 128 7.9%
 
ValueCountFrequency (%) 
25 18 1.1%
 
24 29 1.8%
 
23 32 2.0%
 
22 68 4.2%
 
21 56 3.4%
 

StockOptionLevel
Categorical

Distinct count4
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
0
836
1
557
2
 
135
3
 
100
ValueCountFrequency (%) 
0 836 51.4%
 
1 557 34.2%
 
2 135 8.3%
 
3 100 6.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 4 100.0%
 
ValueCountFrequency (%) 
Common 4 100.0%
 
ValueCountFrequency (%) 
ASCII 4 100.0%
 

CommunicationSkill
Real number (ℝ≥0)

Distinct count5
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.135749385749386
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.408770357
Coefficient of variation (CV)0.4492611442
Kurtosis-1.291879611
Mean3.135749386
Median Absolute Deviation (MAD)1
Skewness-0.1069868546
Sum5105
Variance1.984633919
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
5 375 23.0%
 
4 342 21.0%
 
2 325 20.0%
 
3 313 19.2%
 
1 273 16.8%
 
ValueCountFrequency (%) 
1 273 16.8%
 
2 325 20.0%
 
3 313 19.2%
 
4 342 21.0%
 
5 375 23.0%
 
ValueCountFrequency (%) 
5 375 23.0%
 
4 342 21.0%
 
3 313 19.2%
 
2 325 20.0%
 
1 273 16.8%
 

PropWkngYrsToCompanies
Real number (ℝ≥0)

Distinct count5
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.095823095823096
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.23984544
Coefficient of variation (CV)0.591579243
Kurtosis0.03728458802
Mean2.095823096
Median Absolute Deviation (MAD)1
Skewness0.9995105561
Sum3412
Variance1.537216716
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 701 43.1%
 
2 418 25.7%
 
3 292 17.9%
 
5 131 8.0%
 
4 86 5.3%
 
ValueCountFrequency (%) 
1 701 43.1%
 
2 418 25.7%
 
3 292 17.9%
 
4 86 5.3%
 
5 131 8.0%
 
ValueCountFrequency (%) 
5 131 8.0%
 
4 86 5.3%
 
3 292 17.9%
 
2 418 25.7%
 
1 701 43.1%
 

PropCurrMgrCompYears
Real number (ℝ≥0)

ZEROS
Distinct count104
Unique (%)6.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4231117544340891
Minimum0.0
Maximum0.8947368421052632
Zeros414
Zeros (%)25.4%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.5
Q30.6666666667
95-th percentile0.8181818182
Maximum0.8947368421
Range0.8947368421
Interquartile range (IQR)0.6666666667

Descriptive statistics

Standard deviation0.291229786
Coefficient of variation (CV)0.6883046452
Kurtosis-1.276010581
Mean0.4231117544
Median Absolute Deviation (MAD)0.1666666667
Skewness-0.3523783188
Sum688.8259362
Variance0.08481478826
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 414 25.4%
 
0.5 224 13.8%
 
0.6666666667 210 12.9%
 
0.7777777778 67 4.1%
 
0.6 62 3.8%
 
0.4 61 3.7%
 
0.3333333333 54 3.3%
 
0.875 53 3.3%
 
0.6363636364 46 2.8%
 
0.7272727273 38 2.3%
 
Other values (94) 399 24.5%
 
ValueCountFrequency (%) 
0 414 25.4%
 
0.05882352941 1 0.1%
 
0.06666666667 1 0.1%
 
0.08333333333 2 0.1%
 
0.09090909091 3 0.2%
 
ValueCountFrequency (%) 
0.8947368421 1 0.1%
 
0.875 53 3.3%
 
0.8571428571 3 0.2%
 
0.8461538462 1 0.1%
 
0.8333333333 6 0.4%
 

PropCurrRoleCompYears
Real number (ℝ≥0)

ZEROS
Distinct count102
Unique (%)6.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4424320887163953
Minimum0.0
Maximum0.875
Zeros361
Zeros (%)22.2%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10.1818181818
median0.5
Q30.6666666667
95-th percentile0.8333333333
Maximum0.875
Range0.875
Interquartile range (IQR)0.4848484848

Descriptive statistics

Standard deviation0.288742572
Coefficient of variation (CV)0.6526257461
Kurtosis-1.193376378
Mean0.4424320887
Median Absolute Deviation (MAD)0.1923076923
Skewness-0.4056759141
Sum720.2794404
Variance0.08337227289
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 361 22.2%
 
0.6666666667 243 14.9%
 
0.5 215 13.2%
 
0.6 74 4.5%
 
0.3333333333 71 4.4%
 
0.875 62 3.8%
 
0.7777777778 58 3.6%
 
0.4 50 3.1%
 
0.7 41 2.5%
 
0.5714285714 33 2.0%
 
Other values (92) 420 25.8%
 
ValueCountFrequency (%) 
0 361 22.2%
 
0.0625 1 0.1%
 
0.06666666667 5 0.3%
 
0.08695652174 1 0.1%
 
0.1071428571 1 0.1%
 
ValueCountFrequency (%) 
0.875 62 3.8%
 
0.8666666667 1 0.1%
 
0.8571428571 7 0.4%
 
0.85 1 0.1%
 
0.8461538462 3 0.2%
 

PropAgeEducation
Real number (ℝ≥0)

Distinct count10
Unique (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.435503685503686
Minimum1
Maximum10
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q13
median5
Q38
95-th percentile10
Maximum10
Range9
Interquartile range (IQR)5

Descriptive statistics

Standard deviation2.887378793
Coefficient of variation (CV)0.5312072183
Kurtosis-1.250384319
Mean5.435503686
Median Absolute Deviation (MAD)3
Skewness-0.009031509463
Sum8849
Variance8.336956292
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9 181 11.1%
 
1 180 11.1%
 
2 172 10.6%
 
8 168 10.3%
 
6 166 10.2%
 
5 159 9.8%
 
4 159 9.8%
 
7 154 9.5%
 
3 149 9.2%
 
10 140 8.6%
 
ValueCountFrequency (%) 
1 180 11.1%
 
2 172 10.6%
 
3 149 9.2%
 
4 159 9.8%
 
5 159 9.8%
 
ValueCountFrequency (%) 
10 140 8.6%
 
9 181 11.1%
 
8 168 10.3%
 
7 154 9.5%
 
6 166 10.2%
 

PropWkngYrsAge
Real number (ℝ≥0)

Distinct count10
Unique (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.4637592137592135
Minimum1
Maximum10
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q13
median5
Q38
95-th percentile10
Maximum10
Range9
Interquartile range (IQR)5

Descriptive statistics

Standard deviation2.897221375
Coefficient of variation (CV)0.5302615401
Kurtosis-1.230018765
Mean5.463759214
Median Absolute Deviation (MAD)3
Skewness0.001066181249
Sum8895
Variance8.393891699
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
5 183 11.2%
 
1 182 11.2%
 
8 166 10.2%
 
10 162 10.0%
 
7 162 10.0%
 
9 161 9.9%
 
4 159 9.8%
 
2 157 9.6%
 
3 153 9.4%
 
6 143 8.8%
 
ValueCountFrequency (%) 
1 182 11.2%
 
2 157 9.6%
 
3 153 9.4%
 
4 159 9.8%
 
5 183 11.2%
 
ValueCountFrequency (%) 
10 162 10.0%
 
9 161 9.9%
 
8 166 10.2%
 
7 162 10.0%
 
6 143 8.8%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

AttritionBusinessTravelDistanceFromHomeEducationFieldEmployeeNumberEnvironmentSatisfactionJobRoleJobSatisfactionMaritalStatusOverTimePercentSalaryHikeStockOptionLevelCommunicationSkillPropWkngYrsToCompaniesPropCurrMgrCompYearsPropCurrRoleCompYearsPropAgeEducationPropWkngYrsAge
00Non-Travel2Medical5713Laboratory Technician4SingleNo140450.5833330.58333348
10Travel_Rarely12Life Sciences16143Manufacturing Director3MarriedYes122210.2500000.50000034
21Travel_Rarely2Medical8423Sales Executive4SingleNo160520.3000000.700000105
30Travel_Rarely24Life Sciences20141Research Scientist4SingleNo130420.8750000.875000109
40Travel_Rarely3Other6893Manufacturing Director3MarriedNo151130.7272730.63636466
50Travel_Rarely7Life Sciences9412Sales Representative3MarriedNo150220.2500000.87500019
61Travel_Rarely1Life Sciences3314Laboratory Technician3SingleYes140120.5000000.50000042
70Travel_Rarely4Medical15021Laboratory Technician2MarriedNo110510.3333330.66666726
80Travel_Frequently11Marketing11374Sales Executive4DivorcedNo111420.3333330.33333383
91Travel_Rarely7Marketing17802Sales Representative2SingleNo130510.0000000.00000091

Last rows

AttritionBusinessTravelDistanceFromHomeEducationFieldEmployeeNumberEnvironmentSatisfactionJobRoleJobSatisfactionMaritalStatusOverTimePercentSalaryHikeStockOptionLevelCommunicationSkillPropWkngYrsToCompaniesPropCurrMgrCompYearsPropCurrRoleCompYearsPropAgeEducationPropWkngYrsAge
16181Travel_Rarely9Marketing17522Sales Representative2SingleNo130210.6666670.66666732
16191Travel_Rarely8Technical Degree7964Sales Executive1SingleNo170510.4000000.60000025
16201Travel_Frequently3Life Sciences7021Research Scientist1SingleYes110430.6363640.72727357
16211Travel_Rarely10Medical7014Research Scientist3SingleYes110410.5000000.00000091
16221Travel_Rarely11Marketing8403Sales Executive4MarriedNo182230.7000000.80000084
16231Travel_Frequently19Medical7523Research Scientist3DivorcedYes120310.6666670.66666773
16241Travel_Rarely2Medical8423Sales Executive4SingleNo160520.3000000.700000105
16251Travel_Rarely9Life Sciences14391Sales Representative1MarriedNo120510.5000000.50000065
16261Travel_Rarely13Human Resources18441Human Resources1DivorcedYes153510.0000000.66666733
16271Travel_Rarely18Medical3153Research Scientist4SingleYes130210.2000000.600000103

Duplicate rows

Most frequent

AttritionBusinessTravelDistanceFromHomeEducationFieldEmployeeNumberEnvironmentSatisfactionJobRoleJobSatisfactionMaritalStatusOverTimePercentSalaryHikeStockOptionLevelCommunicationSkillPropWkngYrsToCompaniesPropCurrMgrCompYearsPropCurrRoleCompYearsPropAgeEducationPropWkngYrsAgecount
01Non-Travel5Life Sciences12101Research Scientist1DivorcedNo171410.0000000.000000925
11Non-Travel8Medical11563Laboratory Technician3SingleNo120410.0000000.000000815
21Non-Travel9Medical9913Research Scientist1SingleYes220520.5000000.500000835
31Non-Travel10Medical12481Research Scientist2SingleYes250510.0000000.500000115
41Non-Travel24Life Sciences9862Sales Executive2SingleYes160130.0000000.0000006105
51Non-Travel29Life Sciences3761Manager2MarriedYes121330.8181820.636364555
61Non-Travel29Medical10372Sales Executive1SingleNo180210.6666670.666667665
71Travel_Frequently1Life Sciences13314Sales Representative2SingleYes110210.5000000.500000425
81Travel_Frequently1Life Sciences14272Sales Representative3SingleNo120510.0000000.000000115
91Travel_Frequently1Life Sciences20442Sales Executive3DivorcedNo122410.1428570.428571655